• DocumentCode
    1449355
  • Title

    Model Reduction by Moment Matching for Linear and Nonlinear Systems

  • Author

    Astolfi, Alessandro

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Imperial Coll. London, London, UK
  • Volume
    55
  • Issue
    10
  • fYear
    2010
  • Firstpage
    2321
  • Lastpage
    2336
  • Abstract
    The model reduction problem for (single-input, single-output) linear and nonlinear systems is addressed using the notion of moment. A re-visitation of the linear theory allows to obtain novel results for linear systems and to develop a nonlinear enhancement of the notion of moment. This, in turn, is used to pose and solve the model reduction problem by moment matching for nonlinear systems, to develop a notion of frequency response for nonlinear systems, and to solve model reduction problems in the presence of constraints on the reduced model. Connections between the proposed results, projection methods, the covariance extension problem and interpolation theory are presented. Finally, the theory is illustrated by means of simple worked out examples and case studies.
  • Keywords
    covariance analysis; frequency response; interpolation; linear systems; nonlinear systems; reduced order systems; covariance extension problem; frequency response; interpolation theory; linear system; model reduction; moment matching; nonlinear system; Frequency response; Integrated circuit modeling; Interpolation; Iron; Linear systems; Mechanical systems; Nonlinear systems; Predictive models; Reduced order systems; Weather forecasting; Linear and nonlinear systems; reduced order models; single-input single-output (SISO);
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2010.2046044
  • Filename
    5437314